{
 "metadata": {
  "name": "test_process"
 }, 
 "name": "test_process", 
 "nbformat": 2, 
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "import json", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 117
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "data = []\nwith open('/home/jerry/taobao_baokuan_data.json') as f:\n    for line in f:\n        data.append(json.loads(line))", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 4
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "print data[0]['shop_address'][0].encode('utf-8')", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 6
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "price_list = []\nfor d in data:\n    price_list.append(d['goods_price'])", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 121
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "price_list", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 122
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "import numpy as np\nimport matplotlib.pyplot as plt\nt = np.arange(0, 250, 1)\nplt.plot(price_list)\nplt.ylabel('goods price')\n\nplt.plot([0,len(price_list)], [average_price1,average_price1], 'r--')\nplt.title('pic. the price and average price of all goods')\nplt.show()", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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bh5SUFPTs2RNz585FeXm5O8rm0XhijqKhAfC0U+Oto54MBqCszPHvC6HQl/Ya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\n"
      }
     ], 
     "prompt_number": 123
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "#\u603b\u5e73\u5747\u4ef7\ntotal_price = 0\nfor p in price_list:\n    total_price += float(p)\naverage_price1 = total_price/len(price_list)", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 124
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "average_price1", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 125, 
       "text": "46.053818181818144"
      }
     ], 
     "prompt_number": 125
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "#\u9996\u9875\u5e73\u5747\u4ef7\ntotal_price = 0\nfor p in price_list[0:44]:\n    total_price += float(p)\naverage_price2 = total_price/len(price_list[0:44])", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 126
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "average_price2", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 127, 
       "text": "42.84068181818182"
      }
     ], 
     "prompt_number": 127
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "sale_num_list = []\nfor d in data:\n    sale_num_list.append(d['goods_sale_num'])", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 128
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "#\u6240\u6709\u5546\u5bb6\u9500\u91cf\nimport matplotlib.pyplot as plt\nplt.plot(sale_num_list)\nplt.ylabel('sales volume')\nplt.title('pic. sales volume')\nplt.show()", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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Lp0NFnYqIiGf5dKioUxER8SyfDhV1KiIinuXToaJORUTEs3w6VNSpiIh4lk+HijoVERHP\n8ulQUaciIuJZPh0q6lRERDzLp0NFnYqIiGf5dKioUxER8SyfDhV1KiIinuXToaJORUTEs3w6VNSp\niIh4lk+HijoVERHP8ulQUaciIuJZPh0q6lRERDzLp0NFnYqIiGe5PVQqKiq45pprmDJlClOnTmX9\n+vUAZGVlYbPZiI2NJTY2lh07drg+s2bNGux2O1FRURQWFrqm7927l5iYGOx2OytWrHBNb2lpYdGi\nRdjtduLj4zl48GC3tahTERHxLLeHitVq5amnnmLfvn28++67PP3003z88cdYLBZWrlxJSUkJJSUl\nzJkzB4CysjK2bNlCWVkZBQUFLF++HMMwAMjMzCQ7OxuHw4HD4aCgoACA7OxsQkJCcDgc3H///axa\ntarbWtSpiIh4lttDZdSoUcyYMQMAf39/Jk+ejNPpBHCFxcm2b9/OkiVLsFqtREZGMmHCBIqLi6mu\nrqahoYG4uDgAli5dyrZt2wDIz88nLS0NgJSUFHbu3NltLepUREQ8y68vZ37gwAFKSkqIj4/nrbfe\nYsOGDWzevJkrrriCJ598kuHDh1NVVUV8fLzrMzabDafTidVqxWazuaZHRES4wsnpdDJmzBhzBfz8\nCAwMpLa2luDg4C7Lf/fdLLKyzOcJCQkkJCT05eqKiPQrRUVFFBUVuXWefRYqjY2N3HTTTaxbtw5/\nf38yMzP5xS9+AcDDDz/MAw88QHZ2dl8tHoDY2G9CRUREujr1j+3Vq1ef8zz7ZPTXiRMnSElJ4dZb\nb2XBggUAhIaGYrFYsFgsLFu2jD179gBmB1JRUeH6bGVlJTabjYiICCorK0+b3vmZQ4cOAdDW1kZ9\nff1pXQromIqIiKe5PVQMwyAjI4Po6Gjuu+8+1/Tq6mrX85dffpmYmBgAkpOTycvLo7W1lfLychwO\nB3FxcYwaNYqAgACKi4sxDIPc3Fzmz5/v+kxOTg4AW7duJTExsdtadExFRMSz3L7766233uIPf/gD\n06ZNIzY2FoDHH3+c559/ntLSUiwWC+PGjePZZ58FIDo6moULFxIdHY2fnx8bN27EYrEAsHHjRtLT\n02lqamLu3LnMnj0bgIyMDFJTU7Hb7YSEhJCXl9dtLepUREQ8y2J0NyTLB1gsFhYvNnj+eW9XIiLS\nP1gslm5H6X4bOqNeRETcRqEiIiJu49OhogP1IiKe5dOhok5FRMSzfDpU1KmIiHiWT4eKOhUREc/y\n6VBRpyIi4lk+HSrqVEREPMunQ0WdioiIZ/l0qKhTERHxLJ8OFXUqIiKeddahcvz48b6so0+oUxER\n8axeQ+Xtt98mOjqaSZMmAVBaWsry5cv7vDB3UKciIuJZvYbKfffdR0FBASNGjABgxowZ7N69u88L\ncwd1KiIinnVWu7/Gjh3b5Wc/vz69tb3bqFMREfGsXtNh7NixvPXWWwC0trayfv16Jk+e3OeFuYM6\nFRERz+q1U/ntb3/L008/jdPpJCIigpKSEp5++mlP1HbO1KmIiHiWT9/5cfRoA6fT25WIiPQP7rjz\nY6+7vz7//HM2bNjAgQMHaPvnn/4Wi4X8/PxzWrAnqFMREfGsXkNlwYIFLFu2jHnz5jFokLm3zGKx\n9Hlh7qBjKiIintVrqFx44YXce++9nqjF7dSpiIh4Vq/HVHJzc9m/fz+zZs1iyJAhrumXXXZZnxd3\nLiwWC/7+Bg0N3q5ERKR/8MgxlX379pGbm8uuXbtcu78Adu3adU4L9gR1KiIintXrkOIXX3yR8vJy\ndu/eza5du1yPM6moqOCaa65hypQpTJ06lfXr1wNQW1vLzJkzmThxIklJSXz99deuz6xZswa73U5U\nVBSFhYWu6Xv37iUmJga73c6KFStc01taWli0aBF2u534+HgOHjzYbS06piIi4lm9hkpMTAx1dXVn\nPUOr1cpTTz3Fvn37ePfdd3n66af5+OOPWbt2LTNnzuTTTz8lMTGRtWvXAlBWVsaWLVsoKyujoKCA\n5cuXu9qvzMxMsrOzcTgcOBwOCgoKAMjOziYkJASHw8H999/PqlWruq1FnYqIiGf1Gip1dXVERUWR\nlJTEvHnzmDdvHsnJyWd8/6hRo5gxYwYA/v7+TJ48GafTSX5+PmlpaQCkpaWxbds2ALZv386SJUuw\nWq1ERkYyYcIEiouLqa6upqGhgbi4OACWLl3q+szJ80pJSWHnzp3d1mIY0NFxtptCRETOVa/HVFav\nXv2dZ37gwAFKSkq48sorqampISwsDICwsDBqamoAqKqqIj4+3vUZm82G0+nEarVis9lc0yMiInD+\n80xGp9PJmDFjzBXw8yMwMJDa2lqCg4O7LN9iySIrCwYNgoSEBBISEr7zuoiI+JqioiKKiorcOs9e\nQ+W7/iJubGwkJSWFdevWMWzYsC6vWSwWj5zrcsEFWTz0EFx4YZ8vSkSk3zn1j+1zaSI69br7y9/f\nn2HDhjFs2DCGDBnCoEGDCAgI6PEzJ06cICUlhdTUVBYsWACY3cnhw4cBqK6uJjQ0FDA7kIqKCtdn\nKysrsdlsREREUFlZedr0zs8cOnQIgLa2Nurr60/rUgAGD9ZxFRERT+o1VBobG2loaKChoYGmpib+\n9Kc/9XiTLsMwyMjIIDo6mvvuu881PTk5mZycHABycnJcYZOcnExeXh6tra2Ul5fjcDiIi4tj1KhR\nBAQEUFxcjGEY5ObmMn/+/NPmtXXrVhITE7utZfBgjQATEfGk73RByRkzZlBaWtrta2+++SY/+MEP\nmDZtmmsX15o1a4iLi2PhwoUcOnSIyMhIXnjhBYYPHw7A448/zqZNm/Dz82PdunXMmjULMIcUp6en\n09TUxNy5c13Dk1taWkhNTaWkpISQkBDy8vKIjIzsumIWC0FBBg4HhIR82zUUERl43HHyY6+h8tJL\nL7med3R0sHfvXnbv3s0777xzTgvuaxaLhREjDPbtg3/uaRMRkR545Iz6P//5z66Ow8/Pj8jISLZv\n335OC/UUPz8dUxER8SSfvp9KRITBO+/AP0cfi4hID/q0U7nnnnt6XHDn8Y3zmToVERHPOmOoXH75\n5WdMrf5yPxWN/hIR8awzhkp6enqXnxsaGv55OXn/vq7JbdSpiIh4Vq/nqXz44YfExsYyZcoUoqOj\nufzyy/noo488Uds5U6ciIuJZvYbKHXfcwX/+539y6NAhDh06xJNPPskdd9zhidrOmZ+fQkVExJN6\nDZXjx49zzTXXuH5OSEjg2LFjfVqUu+gyLSIintXreSrjxo3jl7/8JampqRiGwR//+EcuvfRST9R2\nztSpiIh4Vq+dyqZNm/jiiy+48cYbSUlJ4csvv2TTpk2eqO2cqVMREfGsXjuVAwcOsGHDBk/U4nbq\nVEREPKvXTmXlypVERUXx8MMP95tRX53UqYiIeFavoVJUVMSuXbsYMWIEd955JzExMfzyl7/0RG3n\nTJ2KiIhn9RoqAOHh4axYsYJnnnmG6dOn8+ijj/Z1XW6hTkVExLN6DZWysjKysrKYOnUqd999N1dd\ndZXrXvHnO3UqIiKe1euB+oyMDBYtWkRhYSGjR4/2RE1uo05FRMSzeg2V8/1mXD1RpyIi4llndUyl\nv1KnIiLiWT4dKupUREQ861uFSnt7O0ePHu2rWtxOnYqIiGf1GipLlizh6NGjHDt2jJiYGCZPnsyv\nf/1rT9R2ztSpiIh41lkNKQ4ICGDbtm3MmTOHAwcOkJub64nazpk6FRERz+o1VNra2jhx4gTbtm1j\n3rx5WK3WfnM7YXUqIiKe1Wuo3HnnnURGRtLY2MgPfvADDhw4QGBg4Bnff/vttxMWFkZMTIxrWlZW\nFjabjdjYWGJjY9mxY4frtTVr1mC324mKiqKwsNA1fe/evcTExGC321mxYoVrektLC4sWLcJutxMf\nH8/BgwfPWIs6FRERz+o1VO69916cTic7duxg0KBBXHLJJezateuM77/tttsoKCjoMs1isbBy5UpK\nSkooKSlhzpw5gLlrbcuWLZSVlVFQUMDy5csxDAOAzMxMsrOzcTgcOBwO1zyzs7MJCQnB4XBw//33\ns2rVqjPWYrXCiRO9bwQREXGPXkPl8OHDZGRkMHv2bAA+/vhjcnJyzvj+q6++mqCgoNOmd4bFybZv\n386SJUuwWq1ERkYyYcIEiouLqa6upqGhgbi4OACWLl3Ktm3bAMjPzyctLQ2AlJQUdu7cecZaRo6E\nL77obQ1FRMRdej2jPj09ndtuu43HHnsMALvdzsKFC8nIyPhWC9qwYQObN2/miiuu4Mknn2T48OFU\nVVURHx/veo/NZsPpdGK1WrHZbK7pERERruuNOZ1OxowZYxbv50dgYCC1tbUEBweftsz33svi4EGz\nY0lISCAhIeFb1Swi4suKioooKipy6zx77VS++uorFi1axODBgwGwWq34+fWaRV1kZmZSXl5OaWkp\n4eHhPPDAA9+t2m9p+fIsRo7MIisrS4EiInKKhIQEsrKyXA936DVU/P39OXLkiOvnd999t8cD9d0J\nDQ3FYrFgsVhYtmwZe/bsAcwOpKKiwvW+yspKbDYbERERVFZWnja98zOHDh0CzJFp9fX13XYp5nuh\nn1xQWUTEJ/QaKk8++STz5s3j888/56qrriI1NZX169d/q4VUV1e7nr/88suukWHJycnk5eXR2tpK\neXk5DoeDuLg4Ro0aRUBAAMXFxRiGQW5uLvPnz3d9pvOYztatW0lMTDzjchUqIiKeZTG6O4J+ihMn\nTvDJJ58AMGnSJKxW6xnfu2TJEnbv3s1XX31FWFgYq1evpqioiNLSUiwWC+PGjePZZ58lLCwMgMcf\nf5xNmzbh5+fHunXrmDVrFmAOKU5PT6epqYm5c+e6gqylpYXU1FRKSkoICQkhLy+PyMjI01fMYqGj\nw2DoUPNgvb//t942IiIDisVi6XZQ1beax5lC5aWXXnIt4OQFdZ74eOONN57TgvtaZ812O7zyCkya\n5O2KRETOb+4IlTMecf/zn//c45nz53uodOrcBaZQERHpe2cMld///vceLKPv6LiKiIjnnNXY4Fde\neYWysjKam5td037xi1/0WVHupFAREfGcs7r21wsvvMD69esxDIMXXnihx+ttnW8UKiIintNrqLz9\n9tts3ryZ4OBgHnnkEd59913XSLD+QKEiIuI5vYbKRRddBMDFF1+M0+nEz8+Pw4cP93lh7jJ+PJSV\nebsKEZGBoddQuf7666mrq+MnP/kJl19+OZGRkSxZssQTtbnF9Olw9Cg4HN6uRETE953VyY+dWlpa\naG5u/taXafGGk8db33kn2O3wv/+3l4sSETmPueM8lV47lRdffJGjR48C8Otf/5rbbruN999//5wW\n6mkLFsD27d6uQkTE9/UaKo8++igBAQG8+eab7Ny5k9tvv5277rrLE7W5zbXXwocfQj86FCQi0i/1\nGiqdl7x/5ZVX+PGPf8z111/PiX52O8UhQyAlBTZv9nYlIiK+rddQiYiI4I477mDLli388Ic/pLm5\nmY6ODk/U5lbLlsHvfgfnuLtQRER60OuB+mPHjlFQUMC0adOw2+1UV1fz4YcfkpSU5Kkav5NTDzgZ\nBkydCr/9LfzgB14sTETkPNWnVynu77rbOE89BSUl2g0mItIdhUoPuts4X30FEyZAeTkEBXmpMBGR\n85RHhhT7khEjYPZseO45b1ciIuKbBlSoAGRmws9/DnfcAQ0N3q5GRMS3DLhQ+dd/NY+rHDkCDz/s\n7WpERHzLgDqmcrIjR8zRYM88A8nJ0MNNLkVEBgQdUzkHISGQmws/+xnExsLf/+7tikRE+r8BGyoA\n111nXr5l5Urz+RtveLsiEZH+bcDu/jrVjh3mwfvduyEyEgYN6LgVkYFIu7/caM4c8xL58fFw0UUw\naRJ8+qm3qxIR6V/cHiq33347YWFhxMTEuKbV1tYyc+ZMJk6cSFJSEl9//bXrtTVr1mC324mKiqKw\nsNA1fe/evcTExGC321mxYoVrektLC4sWLcJutxMfH8/BgwfdVvvPfw5ffAH19XDzzfCrX7lt1iIi\nA4LbQ+W2226joKCgy7S1a9cyc+ZMPv30UxITE1m7di0AZWVlbNmyhbKyMgoKCli+fLmr9crMzCQ7\nOxuHw4EPxXjQAAAQ2klEQVTD4XDNMzs7m5CQEBwOB/fffz+rVq1y9ypw4YXwk5/Aq6/C/v1un72I\niM9ye6hcffXVBJ1yDZT8/HzS0tIASEtLY9u2bQBs376dJUuWYLVaiYyMZMKECRQXF1NdXU1DQwNx\ncXEALF261PWZk+eVkpLCzp073b0KAAQGwn33mcdZ+tmV/kVEvMbPEwupqakhLCwMgLCwMGpqagCo\nqqoiPj7e9T6bzYbT6cRqtWKz2VzTIyIicDqdADidTsaMGWMW7+dHYGAgtbW1BAcHn7bcrKws1/OE\nhAQSEhK+Vd0PPgjvvAM33WSeNBkfD3Fx4OeRrSYi0reKioooKipy6zw9/uvRYrFg8dCZhieHyncx\neDDk5cHGjeZFKDdtglGj4JVXzF1kIiL92al/bK9evfqc5+mR0V9hYWEc/ue9fKurqwkNDQXMDqSi\nosL1vsrKSmw2GxEREVRWVp42vfMzhw4dAqCtrY36+vpuuxR3GTYMVq2CDRvMEyRDQmDuXHjpJV07\nTETkVB4JleTkZHJycgDIyclhwYIFrul5eXm0trZSXl6Ow+EgLi6OUaNGERAQQHFxMYZhkJuby/z5\n80+b19atW0lMTPTEKgBm55Kba96a+NlnYfRomDXLnCYiIoDhZosXLzbCw8MNq9Vq2Gw2Y9OmTcaR\nI0eMxMREw263GzNnzjTq6upc73/ssceM8ePHG5MmTTIKCgpc09977z1j6tSpxvjx44177rnHNb25\nudm4+eabjQkTJhhXXnmlUV5e3m0dfbBqp6mvN4wXXzSMCRMM47/+q88XJyLSp9zxe1Nn1LuBwwHf\n/z488QSkp3tkkSIibqc7P/bAk6ECUFYGN94IoaFw7bVw993mTcFERPoLXablPBIdDXv3msOQa2og\nKgrefdfbVYmIeJY6lT7y4ouQlQXvvw9DhnitDBGRs6bdXz3wdqgYBsyfb57P8tBDMH48+PvrZmAi\ncv7S7q/zmMUCmzfD5MnmxSnDw2HoUPO+LSUl3q5ORKRvqFPxoMZG+OMfzd1i48ebtzP+3vdg6VJ1\nMCLifdr91YPzMVQ6nTgBhYVw8CBkZ0NAAFx2Gdx1F9jt3q5ORAYqhUoPzudQOVlrK2zdCh99BP/z\nP+b1xRIT4YILvF2ZiAw0CpUe9JdQOdkrr5i7xj780DzAP38+PPqoeXtjEZG+pgP1Pub66+G99+Do\nUfMs/UsvhX/5F/jd76CiAjo6vF2hiEjP1Kmc5/7+d/MulB99ZN7mODoarrrKHE02Zw5Mn+7tCkXE\nV2j3Vw98JVRO1tAApaVQXAxVVea9Xq6+2rzfS0iIt6sTkf5OodIDXwyVUzU1wcMPQ04OTJkCM2aY\nu8uGDzfvAxMZCWPGaLiyiJwdhUoPBkKodDpwAPbvhz17zN1lR4+aj/37oa4OwsIgIwPS0mDsWIWM\niHRPodKDgRQqPTl+3AyX//t/zdFlTU3mcGWr1bw18rx5sHq1gkZEFCo9UqiczjDg66+hrc08AbOy\nEu64A267DVas8HZ1IuJtCpUeKFTOzoED8L/+lxk0119vjjSbOBEGabC5yICj81TknEVGmufAvPee\nOUz5uuvMg/xjx5o3Hdu2zbxmmYjI2VCnIqc5ehRqa+H//T947jnzZmMXX2yGjb8/BAZCQoJ5C+Wo\nKJ3xL+IrtPurBwoV92ltNU+8bGw0z5X56iv4y1/MS/iXlpoXw1ywwAyaSZN00F+kv1Ko9ECh4hnN\nzeYFMV97DYqKzAEAs2ebZ/qPG2de3v/SS71dpYicDYVKDxQq3vHZZ1BQAP/4B5SXw9695qVl7r4b\nkpPBz8/bFYrImShUeqBQOT+0tsKf/gQbNpgXyZwzx9xFdvXV5g3KFDIi549+FyqRkZEEBAQwePBg\nrFYre/bsoba2lkWLFnHw4EEiIyN54YUXGD58OABr1qxh06ZNDB48mPXr15OUlATA3r17SU9Pp7m5\nmblz57Ju3brTV0yhct75/HPz4P+nn8Jf/2oOZ776aggKMgcCXHqp2c1MnOjtSkUGpn4XKuPGjWPv\n3r0EBwe7pv30pz9lxIgR/PSnP+WJJ56grq6OtWvXUlZWxi233MLf/vY3nE4n1113HQ6HA4vFQlxc\nHL/5zW+Ii4tj7ty53HvvvcyePbvriilUzntVVfD22+YAgGPHzPvI5Oebd8L8l38x74I5caLZ2Uyf\nrnNnRPpavwyV9957j5CTLqkbFRXF7t27CQsL4/DhwyQkJPCPf/yDNWvWMGjQIFatWgXA7NmzycrK\n4pJLLuHaa6/l448/BiAvL4+ioiKeeeaZriumUOmXOjrMUWUffmh2NA6H+fPYsfCb38DkyRpdJtJX\n3PF706N7tC0WC9dddx2DBw/mzjvv5Mc//jE1NTWEhYUBEBYWRk1NDQBVVVXEx8e7Pmuz2XA6nVit\nVmw2m2t6REQETqez2+VlZWW5nickJJCQkOD+lRK3GjQILr/cfHRqb4f/839g5kzzmmXXXQezZkFs\nrHnezKhR3qtXpD8rKiqiqKjIrfP0aKi89dZbhIeH8+WXXzJz5kyioqK6vG6xWLC48c/Qk0NF+q/B\ng2HVKvjpT+GTT8zhy7//vTmtvh6Cg81L/A8bBjab+dxmg9BQM4QuuABGjjSnX3SRt9dG5Pxx6h/b\nq1evPud5ejRUwsPDARg5ciQ33HADe/bsce32GjVqFNXV1YSGhgJmB1JRUeH6bGVlJTabjYiICCor\nK7tMj4iI8ORqiJdYLOYZ/FFRcM895rSODti3D7780gyYykrzsjN//7t5kuaJE+YItC++MF/z9zcH\nBQwZYg4QmDDBDJ+gIDOcgoPNG56d/G9goI7niJwtj4XK8ePHaW9vZ9iwYRw7dozCwkIeeeQRkpOT\nycnJYdWqVeTk5LBgwQIAkpOTueWWW1i5ciVOpxOHw0FcXBwWi4WAgACKi4uJi4sjNzeXe++911Or\nIeeZQYMgJubs3tvRAUeOmJf/b242n3/2mRk+dXVmF1Rba04/+d/GRvPGZ92FTlCQObCg8xI2J/8b\nFGR2Rxo2LQOJx77uNTU13HDDDQC0tbXxox/9iKSkJK644goWLlxIdna2a0gxQHR0NAsXLiQ6Oho/\nPz82btzo2jW2ceNG0tPTaWpqYu7cuaeN/BLpzqBB5m6wk33ve71/rq3NDJ3uAqe2Fg4eNC9f03kZ\nm8ZG8/HVV2aHNGYMjB9vXl3gppvMKw0EB5u75kR8jU5+FOlDLS3m+TiffQZ/+xu89BLU1Jj3tQkN\n/eZY0IUXmo8hQ755HhgI06aZx4c6u6SgIIWR9J1+N6TYkxQqcj5razPP06moMLua5mYzgJqbv3kc\nOQIffGCGUGdXVFcHI0aYI96GDjWPD3VeQbozeE4OoM7nw4aZYeTn1/VfHSuSkylUeqBQEV/U0QFO\np7lb7fjxbx5Hj36zi+7kAOp83tDwzR0/T5z45vmgQeaIuKFDzWNBp/576nGkU0Or871Dhuj8IV+g\nUOmBQkWkZ4ZhngPU1GRe0aDzygad/zY0mMF05Ij5ODmkOp93vre93eyGpk41768zbJj5uOACsyM6\nuTvqfFx00dk/Bg/29tYaGBQqPVCoiHhO52CGDz4wO6mjR81QOrUz6nze2mqG2dk+/PzMjujSS807\nlA4a9M3j4ovNXYIhId90TRdfbO4ivOgic3DGpEkahXc2FCo9UKiI+AbDMEOosdG8bM+XX5q7ATsf\nx459000dP24em2psNI9FNTebIXfo0DfDwgMCzIEQZ9Mhnfq+Cy805zN6tNltjRjhW8elFCo9UKiI\nSKeWlm922R092rULam4+u26p8311dXD4sDlPiwVmzPjmpNqeHkOHQlwcXHKJt7fGmfW7a3+JiHjD\nkCHm7jB3XyeustK8okNTU9eBE8eOmf9WV3edHhJyfoeKO6hTERERwD2/N31ob6CIiHibQkVERNxG\noSIiIm6jUBEREbdRqIiIiNsoVERExG0UKiIi4jYKFRERcRuFioiIuI1CRURE3EahIiIibqNQERER\nt1GoiIiI2yhURETEbRQqA0BRUZG3SzhvaFuYtB2+oW3hXv02VAoKCoiKisJut/PEE094u5zzmv7T\nfEPbwqTt8A1tC/fql6HS3t7O3XffTUFBAWVlZTz//PN8/PHH3i5LRGTA65ehsmfPHiZMmEBkZCRW\nq5XFixezfft2b5clIjLg9cvbCW/dupW//OUv/Pd//zcAf/jDHyguLmbDhg2u91gsFm+VJyLSb51r\nJPi5qQ6POpvA6IdZKSLS7/XL3V8RERFUVFS4fq6oqMBms3mxIhERgX4aKldccQUOh4MDBw7Q2trK\nli1bSE5O9nZZIiIDXr/c/eXn58dvfvMbZs2aRXt7OxkZGUyePNnbZYmIDHj9slMBmDNnDp988gmf\nffYZDz74YJfXBvI5LJGRkUybNo3Y2Fji4uIAqK2tZebMmUycOJGkpCS+/vprL1fZN26//XbCwsKI\niYlxTetp3desWYPdbicqKorCwkJvlNxnutsWWVlZ2Gw2YmNjiY2NZceOHa7XfHlbVFRUcM011zBl\nyhSmTp3K+vXrgYH53TjTtnDrd8PwMW1tbcb48eON8vJyo7W11Zg+fbpRVlbm7bI8JjIy0jhy5EiX\naT/5yU+MJ554wjAMw1i7dq2xatUqb5TW515//XXj/fffN6ZOneqadqZ137dvnzF9+nSjtbXVKC8v\nN8aPH2+0t7d7pe6+0N22yMrKMp588snT3uvr26K6utooKSkxDMMwGhoajIkTJxplZWUD8rtxpm3h\nzu9Gv+1UzkTnsJw+8i0/P5+0tDQA0tLS2LZtmzfK6nNXX301QUFBXaadad23b9/OkiVLsFqtREZG\nMmHCBPbs2ePxmvtKd9sCuh8V6evbYtSoUcyYMQMAf39/Jk+ejNPpHJDfjTNtC3Dfd8PnQsXpdDJm\nzBjXzzabzbXRBgKLxcJ1113HFVdc4TqPp6amhrCwMADCwsKoqanxZokedaZ1r6qq6jJicKB8TzZs\n2MD06dPJyMhw7e4ZSNviwIEDlJSUcOWVVw7470bntoiPjwfc993wuVAZ6Cc9vvXWW5SUlLBjxw6e\nfvpp3njjjS6vWyyWAbuNelt3X98umZmZlJeXU1paSnh4OA888MAZ3+uL26KxsZGUlBTWrVvHsGHD\nurw20L4bjY2N3HTTTaxbtw5/f3+3fjd8LlQG+jks4eHhAIwcOZIbbriBPXv2EBYWxuHDhwGorq4m\nNDTUmyV61JnW/dTvSWVlJREREV6p0VNCQ0NdvzyXLVvm2o0xELbFiRMnSElJITU1lQULFgAD97vR\nuS1uvfVW17Zw53fD50JlIJ/Dcvz4cRoaGgA4duwYhYWFxMTEkJycTE5ODgA5OTmuL9JAcKZ1T05O\nJi8vj9bWVsrLy3E4HK7Rcr6qurra9fzll192jQzz9W1hGAYZGRlER0dz3333uaYPxO/GmbaFW78b\n7h5dcD549dVXjYkTJxrjx483Hn/8cW+X4zGff/65MX36dGP69OnGlClTXOt+5MgRIzEx0bDb7cbM\nmTONuro6L1faNxYvXmyEh4cbVqvVsNlsxqZNm3pc98cee8wYP368MWnSJKOgoMCLlbvfqdsiOzvb\nSE1NNWJiYoxp06YZ8+fPNw4fPux6vy9vizfeeMOwWCzG9OnTjRkzZhgzZswwduzYMSC/G91ti1df\nfdWt341+eUFJERE5P/nc7i8REfEehYqIiLiNQkVERNxGoSIiIm6jUBEREbdRqIiIiNv8f58Gtk2u\nzQVFAAAAAElFTkSuQmCC\n"
      }
     ], 
     "prompt_number": 129
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "#\u9500\u91cf\u5927\u4e8e10000\u7684\nsale_num_10000_list = []\nfor s in sale_num_list:\n    if int(s) >= 10000:\n        sale_num_10000_list.append(s)\n    else:\n        pass", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 130
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "sale_num_10000_list", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 131, 
       "text": "[u'30829',\n u'15387',\n u'13397',\n u'12718',\n u'12195',\n u'11646',\n u'11580',\n u'11249',\n u'11162',\n u'11015',\n u'10733',\n u'10711',\n u'10686',\n u'10257',\n u'10009']"
      }
     ], 
     "prompt_number": 131
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "#\u5927\u4e8e10000\u7684\u5546\u5bb6\u9500\u91cf\nimport matplotlib.pyplot as plt\nplt.plot(sale_num_10000_list)\nplt.ylabel('sales volume')\nplt.title('pic. sales volume larger than 10000')\nplt.show()", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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xx/jzn/9MVlYWWVlZbNq0iccee6w9ams3FhYwaBD8+KOpKxFCiM6nwSC5fv06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\nRK5CYII=\n"
      }
     ], 
     "prompt_number": 132
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "#\u9500\u91cf\u5927\u4e8e10000\u5e73\u5747\u4ef7\ntotal_price = 0\nfor p in price_list[0:15]:\n    total_price += float(p)\naverage_price3 = total_price/len(price_list[0:15])", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 133
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "average_price3", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 134, 
       "text": "31.786666666666665"
      }
     ], 
     "prompt_number": 134
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "#\u9500\u91cf\u5927\u4e8e10000\u4ef7\u683c\u8d70\u5411\nimport matplotlib.pyplot as plt\nplt.plot(price_list[0:15])\nplt.ylabel('goods price')\nplt.title('pic. price of the goods whitch sals volume is larger than 10000')\nplt.show()", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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A+fPn4eXlBX9/f4SFhQEAwsLCEBAQoKoQCCFEq2lDElHpiPXo6GhMnDgReXl5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\n"
      }
     ], 
     "prompt_number": 165
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "#\u5929\u732b\u548c\u975e\u5929\u732b\u6bd4\u4f8b\u56fe\nplt.pie(istmall_list,labels=['is tmall','not tmall'],colors=['m','c'])\nplt.title(\"pic. wether the shop is TMall\")\nplt.show", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 136, 
       "text": "<function matplotlib.pyplot.show>"
      }, 
      {
       "output_type": "display_data", 
       "png": 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a1KBSRiUW/7BY7SjPxGJHuoqiUKthQ8526JD9IhfmxWBAO3IkVS/q+DZjgdpp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\nAAAAAElFTkSuQmCC\n"
      }
     ], 
     "prompt_number": 136
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "#\u7edf\u8ba1\u6240\u6709\u5e97\u94fa\u5929\u732b\u548c\u975e\u5929\u732b\u6570\u91cf\nistmall_list = []\nistmall = 0\nnottmall = 0\nfor d in data:\n    if d['shop_istmall'] == 'is_tmall':\n        istmall +=1\n    else:\n        nottmall +=1\nistmall_list.append(istmall)\nistmall_list.append(nottmall)", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 137
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "istmall_list", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 138, 
       "text": "[72, 148]"
      }
     ], 
     "prompt_number": 138
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "#\u9996\u9875\u5929\u732b\u548c\u975e\u5929\u732b\nistmall_first_page_list = []\nistmall_first_page = 0\nnottmall_first_page = 0\nfor d in data[0:44]:\n    if d['shop_istmall'] == 'is_tmall':\n        istmall_first_page +=1\n    else:\n        nottmall_first_page +=1\nistmall_first_page_list.append(istmall_first_page)\nistmall_first_page_list.append(nottmall_first_page)", 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 142
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "#\u9996\u9875\u5929\u732b\u548c\u975e\u5929\u732b\u6bd4\u4f8b\u56fe\nplt.pie(istmall_first_page_list,labels=['is tmall','not tmall'],colors=['m','c'])\nplt.title(\"pic. wether the shop is TMall in first page\")\nplt.show()", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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Z6T6SdVvXUadOHa3jFDiHL12z2UytBg04Vb8+lsKwh/vTp9GNHi2z2IRd2cxm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\nMgSYVpNY7wAAAABJRU5ErkJggg==\n"
      }
     ], 
     "prompt_number": 143
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "istmall_first_page_list", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 144, 
       "text": "[16, 28]"
      }
     ], 
     "prompt_number": 144
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "#\u9996\u9875\u4ef7\u683c\nplt.plot(price_list[0:44])\nplt.ylabel('goods price')\nplt.title('pic. price of the goods in the first page')\nplt.show()", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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48eO1I7MCwF133dWkHatUqnq5DH2vN0RXHAiiuSNWHKhiyfboqxpzdgZat+bH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\n59AwrGTMc/D35xfTujrLbFQ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      }
     ], 
     "prompt_number": 163
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "\nguangdong = 0\nshanghai = 0\nbeijing = 0\nshandong = 0\njiangsu = 0\njiangxi = 0\nliaoning = 0\nzhejiang = 0\nhenan = 0\nhubei = 0\n\nfor d in data:\n    #print d['shop_address'][0].encode('utf-8')\n    if d['shop_address'][0].encode('utf-8')[0:6] == '\u5e7f\u4e1c':\n        guangdong +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u4e0a\u6d77':\n        shanghai +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u5317\u4eac':\n        beijing +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u5c71\u4e1c':\n        shandong +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u6c5f\u82cf':\n        jiangsu +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u6c5f\u897f':\n        jiangxi +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u8fbd\u5b81':\n        liaoning +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u6d59\u6c5f':\n        zhejiang +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u6cb3\u5357':\n        henan +=1\n    elif d['shop_address'][0].encode('utf-8')[0:6] == '\u6e56\u5317':\n        hubei +=1\n    else:\n        print d['shop_address'][0].encode('utf-8') \n        \nprint guangdong \nprint shanghai \nprint beijing \nprint shandong \nprint jiangsu \nprint jiangxi \nprint liaoning \nprint zhejiang \nprint henan \nprint hubei \nshop_address_list = ['guangdong','zhejiang','beijing','shanghai','jiangsu','shandong','hubei','henan','liaoning','jiangxi']\naddress_num_list = []\naddress_num_list.append(guangdong)\naddress_num_list.append(zhejiang)\naddress_num_list.append(beijing)\naddress_num_list.append(shanghai)\naddress_num_list.append(jiangsu)\naddress_num_list.append(shandong)\naddress_num_list.append(hubei)\naddress_num_list.append(henan)\naddress_num_list.append(liaoning)\naddress_num_list.append(jiangxi)", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": "102\n9\n16\n4\n6\n2\n2\n75\n2\n2"
      }
     ], 
     "prompt_number": 158
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "#\u5e97\u94fa\u4f4d\u7f6e\u997c\u56fe\ncolors_list = ['m','c','b','g','r','y','k','w','y','r']\nplt.pie(address_num_list,labels=shop_address_list,colors=colors_list)\nplt.title(\"pic. shop location\")\nplt.show()", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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m5+Lq6mrvcG65Kp/ITSYT7l5eWFatApdq2gXQbL4w8CklBV18PMTHY0lNBYsF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\ntB4e4O4OZaw0KTwhe3voFYj88xsoyrB7iXs/Tk6u9O3bg6C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      }
     ], 
     "prompt_number": 166
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": "#\u9996\u9875\u5546\u5bb6\u9500\u91cf\nplt.plot(sale_num_list[0:44])\nplt.ylabel('sales volume')\nplt.title('pic. sales volume in first page')\nplt.show()", 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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AAHh4eMDR0RHZ2dkQQiA5ORmLFi3qsK+0tDQEBwff0sHyYjsRkfV127VlNBqx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\n"
      }
     ], 
     "prompt_number": 162
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": "", 
     "language": "python", 
     "outputs": []
    }
   ]
  }
 ]
}